About
Contact & Profiles
A5056099151
Research Areas
- Adversarial Robustness in Machine Learning
- Reinforcement Learning in Robotics
- Autonomous Vehicle Technology and Safety
- Mental Health Research Topics
- Explainable Artificial Intelligence (XAI)
Saarland University
2021-2023
Neural networks (NN) are gaining importance in sequential decision-making. Deep reinforcement learning (DRL), particular, is extremely successful action policies complex and dynamic environments. Despite this success, however, DRL technology not without its failures, especially safety-critical applications: (i) the training objective maximizes average rewards, which may disregard rare but critical situations hence lack local robustness; (ii) optimization objectives targeting safety typically...
10.1145/3607198
article
EN
ACM Transactions on Modeling and Computer Simulation
2023-07-12
10.1007/s12286-009-0029-2
article
Zeitschrift für Vergleichende Politikwissenschaft
2009-04-01
Coming Soon ...